Dataset statistics
| Number of variables | 28 |
|---|---|
| Number of observations | 56 |
| Missing cells | 328 |
| Missing cells (%) | 20.9% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 12.1 KiB |
| Average record size in memory | 221.6 B |
Variable types
| Numeric | 26 |
|---|---|
| DateTime | 1 |
| Categorical | 1 |
df_index is highly correlated with SleepRegularity | High correlation |
Bedtime is highly correlated with TST and 4 other fields | High correlation |
TST is highly correlated with Bedtime and 5 other fields | High correlation |
WASO is highly correlated with NOA and 3 other fields | High correlation |
Waketime is highly correlated with Offset and 1 other fields | High correlation |
TIB is highly correlated with Bedtime and 5 other fields | High correlation |
NOA is highly correlated with WASO and 2 other fields | High correlation |
LSD is highly correlated with Bedtime and 5 other fields | High correlation |
DSD is highly correlated with BS and 1 other fields | High correlation |
REMSD is highly correlated with SS and 2 other fields | High correlation |
SS is highly correlated with TST and 5 other fields | High correlation |
MS is highly correlated with REMSD and 2 other fields | High correlation |
BS is highly correlated with DSD and 1 other fields | High correlation |
SE is highly correlated with WASO and 2 other fields | High correlation |
SMI is highly correlated with WASO and 3 other fields | High correlation |
AI is highly correlated with WASO and 2 other fields | High correlation |
REMP is highly correlated with REMSD and 1 other fields | High correlation |
SWSP is highly correlated with LSD and 2 other fields | High correlation |
Onset is highly correlated with Bedtime and 4 other fields | High correlation |
Offset is highly correlated with Waketime and 1 other fields | High correlation |
TSDP is highly correlated with Bedtime and 5 other fields | High correlation |
Midpoint is highly correlated with Waketime and 1 other fields | High correlation |
SleepRegularity is highly correlated with df_index | High correlation |
df_index is highly correlated with SleepRegularity | High correlation |
Bedtime is highly correlated with TST and 5 other fields | High correlation |
TST is highly correlated with Bedtime and 5 other fields | High correlation |
WASO is highly correlated with NOA and 2 other fields | High correlation |
Waketime is highly correlated with Offset and 1 other fields | High correlation |
TIB is highly correlated with Bedtime and 5 other fields | High correlation |
NOA is highly correlated with WASO and 2 other fields | High correlation |
LSD is highly correlated with Bedtime and 5 other fields | High correlation |
DSD is highly correlated with BS and 1 other fields | High correlation |
REMSD is highly correlated with SS and 2 other fields | High correlation |
SS is highly correlated with Bedtime and 7 other fields | High correlation |
MS is highly correlated with REMSD and 2 other fields | High correlation |
BS is highly correlated with DSD and 1 other fields | High correlation |
SE is highly correlated with WASO and 2 other fields | High correlation |
SMI is highly correlated with WASO and 3 other fields | High correlation |
AI is highly correlated with NOA and 1 other fields | High correlation |
REMP is highly correlated with REMSD and 1 other fields | High correlation |
SWSP is highly correlated with LSD and 2 other fields | High correlation |
Onset is highly correlated with Bedtime and 5 other fields | High correlation |
Offset is highly correlated with Waketime and 1 other fields | High correlation |
TSDP is highly correlated with Bedtime and 5 other fields | High correlation |
Midpoint is highly correlated with Waketime and 2 other fields | High correlation |
IsWeekend is highly correlated with Midpoint | High correlation |
SleepRegularity is highly correlated with df_index | High correlation |
Bedtime is highly correlated with TST and 3 other fields | High correlation |
TST is highly correlated with Bedtime and 4 other fields | High correlation |
WASO is highly correlated with NOA and 1 other fields | High correlation |
Waketime is highly correlated with Offset | High correlation |
TIB is highly correlated with Bedtime and 3 other fields | High correlation |
NOA is highly correlated with WASO and 1 other fields | High correlation |
DSD is highly correlated with BS and 1 other fields | High correlation |
REMSD is highly correlated with SS and 2 other fields | High correlation |
SS is highly correlated with TST and 2 other fields | High correlation |
MS is highly correlated with REMSD and 2 other fields | High correlation |
BS is highly correlated with DSD and 1 other fields | High correlation |
SMI is highly correlated with WASO and 1 other fields | High correlation |
AI is highly correlated with NOA and 1 other fields | High correlation |
REMP is highly correlated with REMSD and 1 other fields | High correlation |
SWSP is highly correlated with DSD and 1 other fields | High correlation |
Onset is highly correlated with Bedtime and 3 other fields | High correlation |
Offset is highly correlated with Waketime | High correlation |
TSDP is highly correlated with Bedtime and 3 other fields | High correlation |
df_index is highly correlated with Date and 6 other fields | High correlation |
Date is highly correlated with df_index and 26 other fields | High correlation |
Bedtime is highly correlated with Date and 11 other fields | High correlation |
SOL is highly correlated with Date and 2 other fields | High correlation |
TST is highly correlated with Date and 12 other fields | High correlation |
WASO is highly correlated with df_index and 11 other fields | High correlation |
Waketime is highly correlated with Date and 7 other fields | High correlation |
TIB is highly correlated with Date and 12 other fields | High correlation |
NOA is highly correlated with df_index and 9 other fields | High correlation |
LSD is highly correlated with Date and 13 other fields | High correlation |
DSD is highly correlated with Date and 5 other fields | High correlation |
REMSD is highly correlated with Date and 8 other fields | High correlation |
ARR is highly correlated with df_index and 2 other fields | High correlation |
SS is highly correlated with Date and 9 other fields | High correlation |
MS is highly correlated with Date and 8 other fields | High correlation |
BS is highly correlated with Date and 2 other fields | High correlation |
SE is highly correlated with df_index and 15 other fields | High correlation |
SMI is highly correlated with Date and 13 other fields | High correlation |
AI is highly correlated with Date and 8 other fields | High correlation |
REMP is highly correlated with Date and 11 other fields | High correlation |
SWSP is highly correlated with Date and 8 other fields | High correlation |
Onset is highly correlated with Date and 13 other fields | High correlation |
Offset is highly correlated with Date and 7 other fields | High correlation |
TSDP is highly correlated with Date and 10 other fields | High correlation |
Midpoint is highly correlated with df_index and 16 other fields | High correlation |
Day is highly correlated with Date and 2 other fields | High correlation |
IsWeekend is highly correlated with Date and 3 other fields | High correlation |
SleepRegularity is highly correlated with df_index and 5 other fields | High correlation |
Bedtime has 14 (25.0%) missing values | Missing |
SOL has 14 (25.0%) missing values | Missing |
TST has 14 (25.0%) missing values | Missing |
WASO has 14 (25.0%) missing values | Missing |
Waketime has 14 (25.0%) missing values | Missing |
TIB has 14 (25.0%) missing values | Missing |
NOA has 14 (25.0%) missing values | Missing |
LSD has 14 (25.0%) missing values | Missing |
DSD has 14 (25.0%) missing values | Missing |
REMSD has 14 (25.0%) missing values | Missing |
ARR has 14 (25.0%) missing values | Missing |
SS has 14 (25.0%) missing values | Missing |
MS has 14 (25.0%) missing values | Missing |
BS has 14 (25.0%) missing values | Missing |
SE has 14 (25.0%) missing values | Missing |
SMI has 14 (25.0%) missing values | Missing |
AI has 14 (25.0%) missing values | Missing |
REMP has 14 (25.0%) missing values | Missing |
SWSP has 14 (25.0%) missing values | Missing |
Onset has 14 (25.0%) missing values | Missing |
Offset has 14 (25.0%) missing values | Missing |
TSDP has 14 (25.0%) missing values | Missing |
Midpoint has 14 (25.0%) missing values | Missing |
SleepRegularity has 6 (10.7%) missing values | Missing |
df_index is uniformly distributed | Uniform |
Day is uniformly distributed | Uniform |
df_index has unique values | Unique |
Date has unique values | Unique |
df_index has 1 (1.8%) zeros | Zeros |
IsWeekend has 40 (71.4%) zeros | Zeros |
Reproduction
| Analysis started | 2022-11-29 10:10:36.908394 |
|---|---|
| Analysis finished | 2022-11-29 10:12:07.417687 |
| Duration | 1 minute and 30.51 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 56 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.5 |
| Minimum | 0 |
|---|---|
| Maximum | 55 |
| Zeros | 1 |
| Zeros (%) | 1.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 576.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2.75 |
| Q1 | 13.75 |
| median | 27.5 |
| Q3 | 41.25 |
| 95-th percentile | 52.25 |
| Maximum | 55 |
| Range | 55 |
| Interquartile range (IQR) | 27.5 |
Descriptive statistics
| Standard deviation | 16.30950643 |
|---|---|
| Coefficient of variation (CV) | 0.5930729611 |
| Kurtosis | -1.2 |
| Mean | 27.5 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | 0 |
| Sum | 1540 |
| Variance | 266 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1 | 1.8% |
| 1 | 1 | 1.8% |
| 20 | 1 | 1.8% |
| 21 | 1 | 1.8% |
| 52 | 1 | 1.8% |
| 22 | 1 | 1.8% |
| 23 | 1 | 1.8% |
| 24 | 1 | 1.8% |
| 25 | 1 | 1.8% |
| 26 | 1 | 1.8% |
| Other values (46) | 46 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 55 | 1 | |
| 54 | 1 | |
| 53 | 1 | |
| 52 | 1 | |
| 51 | 1 | |
| 50 | 1 | |
| 49 | 1 | |
| 48 | 1 | |
| 47 | 1 | |
| 46 | 1 |
| Distinct | 56 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 576.0 B |
| Minimum | 2022-10-01 00:00:00 |
|---|---|
| Maximum | 2022-11-25 00:00:00 |
Bedtime
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 42 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 14 |
| Missing (%) | 25.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.52193122 |
| Minimum | 21.44611111 |
|---|---|
| Maximum | 26.335 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 576.0 B |
Quantile statistics
| Minimum | 21.44611111 |
|---|---|
| 5-th percentile | 22.28068055 |
| Q1 | 22.96395834 |
| median | 23.38222222 |
| Q3 | 24.165 |
| 95-th percentile | 24.75118056 |
| Maximum | 26.335 |
| Range | 4.88888889 |
| Interquartile range (IQR) | 1.201041668 |
Descriptive statistics
| Standard deviation | 1.001098779 |
|---|---|
| Coefficient of variation (CV) | 0.042560229 |
| Kurtosis | 1.10699285 |
| Mean | 23.52193122 |
| Median Absolute Deviation (MAD) | 0.60013889 |
| Skewness | 0.7312767807 |
| Sum | 987.9211111 |
| Variance | 1.002198766 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 23.06277778 | 1 | 1.8% |
| 26.16333333 | 1 | 1.8% |
| 24.49388889 | 1 | 1.8% |
| 24.30888889 | 1 | 1.8% |
| 24.67333333 | 1 | 1.8% |
| 23.27583333 | 1 | 1.8% |
| 22.67222222 | 1 | 1.8% |
| 24.24166667 | 1 | 1.8% |
| 23.83694444 | 1 | 1.8% |
| 23.11027778 | 1 | 1.8% |
| Other values (32) | 32 | |
| (Missing) | 14 |
| Value | Count | Frequency (%) |
| 21.44611111 | 1 | |
| 22.17861111 | 1 | |
| 22.27972222 | 1 | |
| 22.29888889 | 1 | |
| 22.33722222 | 1 | |
| 22.38722222 | 1 | |
| 22.57166667 | 1 | |
| 22.64222222 | 1 | |
| 22.67222222 | 1 | |
| 22.73472222 | 1 |
| Value | Count | Frequency (%) |
| 26.335 | 1 | |
| 26.16333333 | 1 | |
| 24.75527778 | 1 | |
| 24.67333333 | 1 | |
| 24.67 | 1 | |
| 24.62861111 | 1 | |
| 24.5075 | 1 | |
| 24.49388889 | 1 | |
| 24.33166667 | 1 | |
| 24.30888889 | 1 |
| Distinct | 30 |
|---|---|
| Distinct (%) | 71.4% |
| Missing | 14 |
| Missing (%) | 25.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.57142857 |
| Minimum | 5 |
|---|---|
| Maximum | 79 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 576.0 B |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 7.05 |
| Q1 | 11.25 |
| median | 18.5 |
| Q3 | 33.75 |
| 95-th percentile | 50.9 |
| Maximum | 79 |
| Range | 74 |
| Interquartile range (IQR) | 22.5 |
Descriptive statistics
| Standard deviation | 16.15042529 |
|---|---|
| Coefficient of variation (CV) | 0.6851695576 |
| Kurtosis | 2.032858108 |
| Mean | 23.57142857 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 1.335130339 |
| Sum | 990 |
| Variance | 260.8362369 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8 | 5 | 8.9% |
| 18 | 3 | 5.4% |
| 21 | 2 | 3.6% |
| 17 | 2 | 3.6% |
| 15 | 2 | 3.6% |
| 5 | 2 | 3.6% |
| 19 | 2 | 3.6% |
| 10 | 2 | 3.6% |
| 16 | 1 | 1.8% |
| 27 | 1 | 1.8% |
| Other values (20) | 20 | |
| (Missing) | 14 |
| Value | Count | Frequency (%) |
| 5 | 2 | 3.6% |
| 7 | 1 | 1.8% |
| 8 | 5 | |
| 10 | 2 | 3.6% |
| 11 | 1 | 1.8% |
| 12 | 1 | 1.8% |
| 13 | 1 | 1.8% |
| 15 | 2 | 3.6% |
| 16 | 1 | 1.8% |
| 17 | 2 | 3.6% |
| Value | Count | Frequency (%) |
| 79 | 1 | |
| 55 | 1 | |
| 51 | 1 | |
| 49 | 1 | |
| 46 | 1 | |
| 41 | 1 | |
| 40 | 1 | |
| 39 | 1 | |
| 36 | 1 | |
| 35 | 1 |
| Distinct | 40 |
|---|---|
| Distinct (%) | 95.2% |
| Missing | 14 |
| Missing (%) | 25.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 418.0952381 |
| Minimum | 258 |
|---|---|
| Maximum | 565 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 576.0 B |
Quantile statistics
| Minimum | 258 |
|---|---|
| 5-th percentile | 349.85 |
| Q1 | 387.75 |
| median | 422 |
| Q3 | 444 |
| 95-th percentile | 464.85 |
| Maximum | 565 |
| Range | 307 |
| Interquartile range (IQR) | 56.25 |
Descriptive statistics
| Standard deviation | 49.90860404 |
|---|---|
| Coefficient of variation (CV) | 0.1193713764 |
| Kurtosis | 3.18452308 |
| Mean | 418.0952381 |
| Median Absolute Deviation (MAD) | 30 |
| Skewness | -0.05149622304 |
| Sum | 17560 |
| Variance | 2490.868757 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 455 | 2 | 3.6% |
| 444 | 2 | 3.6% |
| 429 | 1 | 1.8% |
| 452 | 1 | 1.8% |
| 371 | 1 | 1.8% |
| 374 | 1 | 1.8% |
| 340 | 1 | 1.8% |
| 428 | 1 | 1.8% |
| 465 | 1 | 1.8% |
| 366 | 1 | 1.8% |
| Other values (30) | 30 | |
| (Missing) | 14 |
| Value | Count | Frequency (%) |
| 258 | 1 | |
| 340 | 1 | |
| 349 | 1 | |
| 366 | 1 | |
| 371 | 1 | |
| 374 | 1 | |
| 378 | 1 | |
| 379 | 1 | |
| 382 | 1 | |
| 385 | 1 |
| Value | Count | Frequency (%) |
| 565 | 1 | |
| 534 | 1 | |
| 465 | 1 | |
| 462 | 1 | |
| 461 | 1 | |
| 455 | 2 | |
| 454 | 1 | |
| 452 | 1 | |
| 447 | 1 | |
| 444 | 2 |
| Distinct | 31 |
|---|---|
| Distinct (%) | 73.8% |
| Missing | 14 |
| Missing (%) | 25.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.26190476 |
| Minimum | 5 |
|---|---|
| Maximum | 104 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 576.0 B |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 12.1 |
| Q1 | 22.5 |
| median | 33.5 |
| Q3 | 43 |
| 95-th percentile | 68.05 |
| Maximum | 104 |
| Range | 99 |
| Interquartile range (IQR) | 20.5 |
Descriptive statistics
| Standard deviation | 19.1783154 |
|---|---|
| Coefficient of variation (CV) | 0.5438820033 |
| Kurtosis | 4.26140395 |
| Mean | 35.26190476 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 1.613842173 |
| Sum | 1481 |
| Variance | 367.8077816 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 31 | 3 | 5.4% |
| 44 | 3 | 5.4% |
| 39 | 2 | 3.6% |
| 43 | 2 | 3.6% |
| 18 | 2 | 3.6% |
| 38 | 2 | 3.6% |
| 36 | 2 | 3.6% |
| 33 | 2 | 3.6% |
| 50 | 2 | 3.6% |
| 28 | 1 | 1.8% |
| Other values (21) | 21 | |
| (Missing) | 14 |
| Value | Count | Frequency (%) |
| 5 | 1 | |
| 8 | 1 | |
| 12 | 1 | |
| 14 | 1 | |
| 15 | 1 | |
| 18 | 2 | |
| 19 | 1 | |
| 20 | 1 | |
| 21 | 1 | |
| 22 | 1 |
| Value | Count | Frequency (%) |
| 104 | 1 | 1.8% |
| 91 | 1 | 1.8% |
| 69 | 1 | 1.8% |
| 50 | 2 | |
| 49 | 1 | 1.8% |
| 46 | 1 | 1.8% |
| 44 | 3 | |
| 43 | 2 | |
| 41 | 1 | 1.8% |
| 39 | 2 |
Waketime
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 42 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 14 |
| Missing (%) | 25.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.52728836 |
| Minimum | 6.884722222 |
|---|---|
| Maximum | 9.631111111 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 576.0 B |
Quantile statistics
| Minimum | 6.884722222 |
|---|---|
| 5-th percentile | 6.986236111 |
| Q1 | 7.250138889 |
| median | 7.3625 |
| Q3 | 7.587291667 |
| 95-th percentile | 8.371347223 |
| Maximum | 9.631111111 |
| Range | 2.746388889 |
| Interquartile range (IQR) | 0.3371527775 |
Descriptive statistics
| Standard deviation | 0.5463621989 |
|---|---|
| Coefficient of variation (CV) | 0.07258419936 |
| Kurtosis | 5.92041869 |
| Mean | 7.52728836 |
| Median Absolute Deviation (MAD) | 0.18875 |
| Skewness | 2.230070842 |
| Sum | 316.1461111 |
| Variance | 0.2985116524 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7.529444445 | 1 | 1.8% |
| 9.188333333 | 1 | 1.8% |
| 7.660555556 | 1 | 1.8% |
| 7.283888889 | 1 | 1.8% |
| 7.931666667 | 1 | 1.8% |
| 7.350833333 | 1 | 1.8% |
| 7.505555556 | 1 | 1.8% |
| 7.375 | 1 | 1.8% |
| 7.145277778 | 1 | 1.8% |
| 8.068611111 | 1 | 1.8% |
| Other values (32) | 32 | |
| (Missing) | 14 |
| Value | Count | Frequency (%) |
| 6.884722222 | 1 | |
| 6.941666667 | 1 | |
| 6.98 | 1 | |
| 7.104722222 | 1 | |
| 7.106666667 | 1 | |
| 7.119722222 | 1 | |
| 7.129444444 | 1 | |
| 7.145277778 | 1 | |
| 7.169166667 | 1 | |
| 7.178333333 | 1 |
| Value | Count | Frequency (%) |
| 9.631111111 | 1 | |
| 9.188333333 | 1 | |
| 8.376666667 | 1 | |
| 8.270277778 | 1 | |
| 8.155277778 | 1 | |
| 8.068611111 | 1 | |
| 7.931666667 | 1 | |
| 7.759722222 | 1 | |
| 7.739166667 | 1 | |
| 7.660555556 | 1 |
| Distinct | 35 |
|---|---|
| Distinct (%) | 83.3% |
| Missing | 14 |
| Missing (%) | 25.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 477.8095238 |
| Minimum | 314 |
|---|---|
| Maximum | 606 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 576.0 B |
Quantile statistics
| Minimum | 314 |
|---|---|
| 5-th percentile | 404.1 |
| Q1 | 444.5 |
| median | 484.5 |
| Q3 | 514.75 |
| 95-th percentile | 538.9 |
| Maximum | 606 |
| Range | 292 |
| Interquartile range (IQR) | 70.25 |
Descriptive statistics
| Standard deviation | 54.24346115 |
|---|---|
| Coefficient of variation (CV) | 0.1135252825 |
| Kurtosis | 1.082869109 |
| Mean | 477.8095238 |
| Median Absolute Deviation (MAD) | 36.5 |
| Skewness | -0.3431798492 |
| Sum | 20068 |
| Variance | 2942.353078 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 489 | 3 | 5.4% |
| 535 | 2 | 3.6% |
| 404 | 2 | 3.6% |
| 484 | 2 | 3.6% |
| 501 | 2 | 3.6% |
| 530 | 2 | 3.6% |
| 508 | 1 | 1.8% |
| 438 | 1 | 1.8% |
| 429 | 1 | 1.8% |
| 418 | 1 | 1.8% |
| Other values (25) | 25 | |
| (Missing) | 14 |
| Value | Count | Frequency (%) |
| 314 | 1 | |
| 404 | 2 | |
| 406 | 1 | |
| 409 | 1 | |
| 418 | 1 | |
| 421 | 1 | |
| 427 | 1 | |
| 429 | 1 | |
| 438 | 1 | |
| 444 | 1 |
| Value | Count | Frequency (%) |
| 606 | 1 | |
| 580 | 1 | |
| 539 | 1 | |
| 537 | 1 | |
| 535 | 2 | |
| 530 | 2 | |
| 522 | 1 | |
| 519 | 1 | |
| 517 | 1 | |
| 508 | 1 |
| Distinct | 8 |
|---|---|
| Distinct (%) | 19.0% |
| Missing | 14 |
| Missing (%) | 25.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.30952381 |
| Minimum | 1 |
|---|---|
| Maximum | 9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 576.0 B |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 4 |
| median | 6 |
| Q3 | 6 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 8 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.880426719 |
|---|---|
| Coefficient of variation (CV) | 0.3541610861 |
| Kurtosis | -0.02402505015 |
| Mean | 5.30952381 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.3345700731 |
| Sum | 223 |
| Variance | 3.536004646 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6 | 15 | |
| 3 | 7 | |
| 5 | 5 | 8.9% |
| 7 | 5 | 8.9% |
| 4 | 4 | 7.1% |
| 9 | 2 | 3.6% |
| 8 | 2 | 3.6% |
| 1 | 2 | 3.6% |
| (Missing) | 14 |
| Value | Count | Frequency (%) |
| 1 | 2 | 3.6% |
| 3 | 7 | |
| 4 | 4 | 7.1% |
| 5 | 5 | 8.9% |
| 6 | 15 | |
| 7 | 5 | 8.9% |
| 8 | 2 | 3.6% |
| 9 | 2 | 3.6% |
| Value | Count | Frequency (%) |
| 9 | 2 | 3.6% |
| 8 | 2 | 3.6% |
| 7 | 5 | 8.9% |
| 6 | 15 | |
| 5 | 5 | 8.9% |
| 4 | 4 | 7.1% |
| 3 | 7 | |
| 1 | 2 | 3.6% |
| Distinct | 35 |
|---|---|
| Distinct (%) | 83.3% |
| Missing | 14 |
| Missing (%) | 25.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 212.2619048 |
| Minimum | 90 |
|---|---|
| Maximum | 311 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 576.0 B |
Quantile statistics
| Minimum | 90 |
|---|---|
| 5-th percentile | 155.4 |
| Q1 | 191.25 |
| median | 208.5 |
| Q3 | 232 |
| 95-th percentile | 269.55 |
| Maximum | 311 |
| Range | 221 |
| Interquartile range (IQR) | 40.75 |
Descriptive statistics
| Standard deviation | 40.5114013 |
|---|---|
| Coefficient of variation (CV) | 0.1908557324 |
| Kurtosis | 1.634383696 |
| Mean | 212.2619048 |
| Median Absolute Deviation (MAD) | 21.5 |
| Skewness | -0.05970310413 |
| Sum | 8915 |
| Variance | 1641.173635 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 232 | 2 | 3.6% |
| 220 | 2 | 3.6% |
| 187 | 2 | 3.6% |
| 192 | 2 | 3.6% |
| 261 | 2 | 3.6% |
| 203 | 2 | 3.6% |
| 193 | 2 | 3.6% |
| 214 | 1 | 1.8% |
| 217 | 1 | 1.8% |
| 186 | 1 | 1.8% |
| Other values (25) | 25 | |
| (Missing) | 14 |
| Value | Count | Frequency (%) |
| 90 | 1 | |
| 147 | 1 | |
| 155 | 1 | |
| 163 | 1 | |
| 179 | 1 | |
| 181 | 1 | |
| 185 | 1 | |
| 186 | 1 | |
| 187 | 2 | |
| 191 | 1 |
| Value | Count | Frequency (%) |
| 311 | 1 | |
| 305 | 1 | |
| 270 | 1 | |
| 261 | 2 | |
| 253 | 1 | |
| 252 | 1 | |
| 251 | 1 | |
| 246 | 1 | |
| 234 | 1 | |
| 232 | 2 |
| Distinct | 34 |
|---|---|
| Distinct (%) | 81.0% |
| Missing | 14 |
| Missing (%) | 25.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 127.8809524 |
| Minimum | 73 |
|---|---|
| Maximum | 201 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 576.0 B |
Quantile statistics
| Minimum | 73 |
|---|---|
| 5-th percentile | 80.6 |
| Q1 | 112.25 |
| median | 125 |
| Q3 | 145.75 |
| 95-th percentile | 173.5 |
| Maximum | 201 |
| Range | 128 |
| Interquartile range (IQR) | 33.5 |
Descriptive statistics
| Standard deviation | 27.30157003 |
|---|---|
| Coefficient of variation (CV) | 0.2134920762 |
| Kurtosis | 0.3675117235 |
| Mean | 127.8809524 |
| Median Absolute Deviation (MAD) | 16.5 |
| Skewness | 0.3436772298 |
| Sum | 5371 |
| Variance | 745.3757259 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 118 | 3 | 5.4% |
| 132 | 2 | 3.6% |
| 111 | 2 | 3.6% |
| 147 | 2 | 3.6% |
| 115 | 2 | 3.6% |
| 126 | 2 | 3.6% |
| 164 | 2 | 3.6% |
| 133 | 1 | 1.8% |
| 201 | 1 | 1.8% |
| 113 | 1 | 1.8% |
| Other values (24) | 24 | |
| (Missing) | 14 |
| Value | Count | Frequency (%) |
| 73 | 1 | |
| 79 | 1 | |
| 80 | 1 | |
| 92 | 1 | |
| 95 | 1 | |
| 102 | 1 | |
| 103 | 1 | |
| 105 | 1 | |
| 111 | 2 | |
| 112 | 1 |
| Value | Count | Frequency (%) |
| 201 | 1 | |
| 181 | 1 | |
| 174 | 1 | |
| 164 | 2 | |
| 159 | 1 | |
| 152 | 1 | |
| 149 | 1 | |
| 147 | 2 | |
| 146 | 1 | |
| 145 | 1 |
| Distinct | 32 |
|---|---|
| Distinct (%) | 76.2% |
| Missing | 14 |
| Missing (%) | 25.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 77.42857143 |
| Minimum | 26 |
|---|---|
| Maximum | 133 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 576.0 B |
Quantile statistics
| Minimum | 26 |
|---|---|
| 5-th percentile | 31.8 |
| Q1 | 66.5 |
| median | 77 |
| Q3 | 92 |
| 95-th percentile | 113.85 |
| Maximum | 133 |
| Range | 107 |
| Interquartile range (IQR) | 25.5 |
Descriptive statistics
| Standard deviation | 23.89217941 |
|---|---|
| Coefficient of variation (CV) | 0.3085705828 |
| Kurtosis | 0.2623818722 |
| Mean | 77.42857143 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | -0.04718138304 |
| Sum | 3252 |
| Variance | 570.8362369 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 75 | 3 | 5.4% |
| 82 | 3 | 5.4% |
| 72 | 3 | 5.4% |
| 96 | 2 | 3.6% |
| 87 | 2 | 3.6% |
| 52 | 2 | 3.6% |
| 78 | 2 | 3.6% |
| 68 | 1 | 1.8% |
| 95 | 1 | 1.8% |
| 28 | 1 | 1.8% |
| Other values (22) | 22 | |
| (Missing) | 14 |
| Value | Count | Frequency (%) |
| 26 | 1 | |
| 28 | 1 | |
| 31 | 1 | |
| 47 | 1 | |
| 49 | 1 | |
| 52 | 2 | |
| 55 | 1 | |
| 56 | 1 | |
| 60 | 1 | |
| 66 | 1 |
| Value | Count | Frequency (%) |
| 133 | 1 | |
| 126 | 1 | |
| 114 | 1 | |
| 111 | 1 | |
| 106 | 1 | |
| 101 | 1 | |
| 99 | 1 | |
| 96 | 2 | |
| 95 | 1 | |
| 93 | 1 |
| Distinct | 36 |
|---|---|
| Distinct (%) | 85.7% |
| Missing | 14 |
| Missing (%) | 25.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.92285714 |
| Minimum | 13.25 |
|---|---|
| Maximum | 15.19 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 576.0 B |
Quantile statistics
| Minimum | 13.25 |
|---|---|
| 5-th percentile | 13.423 |
| Q1 | 13.7025 |
| median | 13.87 |
| Q3 | 14.1325 |
| 95-th percentile | 14.399 |
| Maximum | 15.19 |
| Range | 1.94 |
| Interquartile range (IQR) | 0.43 |
Descriptive statistics
| Standard deviation | 0.3750270606 |
|---|---|
| Coefficient of variation (CV) | 0.02693607043 |
| Kurtosis | 2.466989636 |
| Mean | 13.92285714 |
| Median Absolute Deviation (MAD) | 0.215 |
| Skewness | 1.102607739 |
| Sum | 584.76 |
| Variance | 0.1406452962 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 13.75 | 3 | 5.4% |
| 14.15 | 2 | 3.6% |
| 13.82 | 2 | 3.6% |
| 14.07 | 2 | 3.6% |
| 13.88 | 2 | 3.6% |
| 13.86 | 1 | 1.8% |
| 13.33 | 1 | 1.8% |
| 14.08 | 1 | 1.8% |
| 13.25 | 1 | 1.8% |
| 13.59 | 1 | 1.8% |
| Other values (26) | 26 | |
| (Missing) | 14 |
| Value | Count | Frequency (%) |
| 13.25 | 1 | |
| 13.33 | 1 | |
| 13.42 | 1 | |
| 13.48 | 1 | |
| 13.55 | 1 | |
| 13.57 | 1 | |
| 13.58 | 1 | |
| 13.59 | 1 | |
| 13.65 | 1 | |
| 13.68 | 1 |
| Value | Count | Frequency (%) |
| 15.19 | 1 | |
| 14.85 | 1 | |
| 14.4 | 1 | |
| 14.38 | 1 | |
| 14.32 | 1 | |
| 14.31 | 1 | |
| 14.24 | 1 | |
| 14.16 | 1 | |
| 14.15 | 2 | |
| 14.14 | 1 |
| Distinct | 21 |
|---|---|
| Distinct (%) | 50.0% |
| Missing | 14 |
| Missing (%) | 25.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 85.11904762 |
| Minimum | 59 |
|---|---|
| Maximum | 96 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 576.0 B |
Quantile statistics
| Minimum | 59 |
|---|---|
| 5-th percentile | 75.1 |
| Q1 | 81.25 |
| median | 85.5 |
| Q3 | 90 |
| 95-th percentile | 92.95 |
| Maximum | 96 |
| Range | 37 |
| Interquartile range (IQR) | 8.75 |
Descriptive statistics
| Standard deviation | 6.707121737 |
|---|---|
| Coefficient of variation (CV) | 0.07879695467 |
| Kurtosis | 4.297785158 |
| Mean | 85.11904762 |
| Median Absolute Deviation (MAD) | 4.5 |
| Skewness | -1.501309979 |
| Sum | 3575 |
| Variance | 44.985482 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 85 | 5 | 8.9% |
| 90 | 4 | 7.1% |
| 81 | 3 | 5.4% |
| 88 | 3 | 5.4% |
| 91 | 3 | 5.4% |
| 89 | 3 | 5.4% |
| 92 | 2 | 3.6% |
| 83 | 2 | 3.6% |
| 79 | 2 | 3.6% |
| 84 | 2 | 3.6% |
| Other values (11) | 13 | |
| (Missing) | 14 |
| Value | Count | Frequency (%) |
| 59 | 1 | 1.8% |
| 74 | 1 | 1.8% |
| 75 | 1 | 1.8% |
| 77 | 2 | |
| 79 | 2 | |
| 80 | 1 | 1.8% |
| 81 | 3 | |
| 82 | 1 | 1.8% |
| 83 | 2 | |
| 84 | 2 |
| Value | Count | Frequency (%) |
| 96 | 1 | 1.8% |
| 94 | 1 | 1.8% |
| 93 | 1 | 1.8% |
| 92 | 2 | |
| 91 | 3 | |
| 90 | 4 | |
| 89 | 3 | |
| 88 | 3 | |
| 87 | 2 | |
| 86 | 1 | 1.8% |
| Distinct | 27 |
|---|---|
| Distinct (%) | 64.3% |
| Missing | 14 |
| Missing (%) | 25.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 79.69047619 |
| Minimum | 50 |
|---|---|
| Maximum | 99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 576.0 B |
Quantile statistics
| Minimum | 50 |
|---|---|
| 5-th percentile | 55.35 |
| Q1 | 73.75 |
| median | 82.5 |
| Q3 | 88.5 |
| 95-th percentile | 93.9 |
| Maximum | 99 |
| Range | 49 |
| Interquartile range (IQR) | 14.75 |
Descriptive statistics
| Standard deviation | 11.49016142 |
|---|---|
| Coefficient of variation (CV) | 0.1441848759 |
| Kurtosis | 0.3946954007 |
| Mean | 79.69047619 |
| Median Absolute Deviation (MAD) | 6.5 |
| Skewness | -0.8781306939 |
| Sum | 3347 |
| Variance | 132.0238095 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 83 | 4 | 7.1% |
| 90 | 3 | 5.4% |
| 87 | 2 | 3.6% |
| 85 | 2 | 3.6% |
| 92 | 2 | 3.6% |
| 77 | 2 | 3.6% |
| 94 | 2 | 3.6% |
| 71 | 2 | 3.6% |
| 78 | 2 | 3.6% |
| 80 | 2 | 3.6% |
| Other values (17) | 19 | |
| (Missing) | 14 |
| Value | Count | Frequency (%) |
| 50 | 1 | |
| 53 | 1 | |
| 55 | 1 | |
| 62 | 1 | |
| 64 | 1 | |
| 66 | 1 | |
| 68 | 1 | |
| 69 | 1 | |
| 71 | 2 | |
| 73 | 1 |
| Value | Count | Frequency (%) |
| 99 | 1 | 1.8% |
| 94 | 2 | |
| 92 | 2 | |
| 91 | 1 | 1.8% |
| 90 | 3 | |
| 89 | 2 | |
| 87 | 2 | |
| 86 | 1 | 1.8% |
| 85 | 2 | |
| 84 | 1 | 1.8% |
| Distinct | 21 |
|---|---|
| Distinct (%) | 50.0% |
| Missing | 14 |
| Missing (%) | 25.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 86.42857143 |
| Minimum | 72 |
|---|---|
| Maximum | 98 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 576.0 B |
Quantile statistics
| Minimum | 72 |
|---|---|
| 5-th percentile | 74.2 |
| Q1 | 83.25 |
| median | 86.5 |
| Q3 | 90.75 |
| 95-th percentile | 94.95 |
| Maximum | 98 |
| Range | 26 |
| Interquartile range (IQR) | 7.5 |
Descriptive statistics
| Standard deviation | 5.873225138 |
|---|---|
| Coefficient of variation (CV) | 0.06795467102 |
| Kurtosis | 0.2144955193 |
| Mean | 86.42857143 |
| Median Absolute Deviation (MAD) | 3.5 |
| Skewness | -0.4441573926 |
| Sum | 3630 |
| Variance | 34.49477352 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 84 | 4 | 7.1% |
| 91 | 4 | 7.1% |
| 88 | 4 | 7.1% |
| 86 | 3 | 5.4% |
| 85 | 3 | 5.4% |
| 90 | 3 | 5.4% |
| 83 | 3 | 5.4% |
| 87 | 2 | 3.6% |
| 81 | 2 | 3.6% |
| 74 | 2 | 3.6% |
| Other values (11) | 12 | |
| (Missing) | 14 |
| Value | Count | Frequency (%) |
| 72 | 1 | 1.8% |
| 74 | 2 | |
| 78 | 1 | 1.8% |
| 79 | 1 | 1.8% |
| 81 | 2 | |
| 82 | 1 | 1.8% |
| 83 | 3 | |
| 84 | 4 | |
| 85 | 3 | |
| 86 | 3 |
| Value | Count | Frequency (%) |
| 98 | 1 | 1.8% |
| 96 | 1 | 1.8% |
| 95 | 1 | 1.8% |
| 94 | 2 | |
| 93 | 1 | 1.8% |
| 92 | 1 | 1.8% |
| 91 | 4 | |
| 90 | 3 | |
| 89 | 1 | 1.8% |
| 88 | 4 |
| Distinct | 41 |
|---|---|
| Distinct (%) | 97.6% |
| Missing | 14 |
| Missing (%) | 25.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 87.52214286 |
| Minimum | 77.08 |
|---|---|
| Maximum | 96.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 576.0 B |
Quantile statistics
| Minimum | 77.08 |
|---|---|
| 5-th percentile | 81.904 |
| Q1 | 85.42 |
| median | 87.815 |
| Q3 | 89.4475 |
| 95-th percentile | 93.388 |
| Maximum | 96.2 |
| Range | 19.12 |
| Interquartile range (IQR) | 4.0275 |
Descriptive statistics
| Standard deviation | 3.734642397 |
|---|---|
| Coefficient of variation (CV) | 0.04267082906 |
| Kurtosis | 0.7401946953 |
| Mean | 87.52214286 |
| Median Absolute Deviation (MAD) | 2.105 |
| Skewness | -0.1548241864 |
| Sum | 3675.93 |
| Variance | 13.94755383 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 85.71 | 2 | 3.6% |
| 89.57 | 1 | 1.8% |
| 88.62 | 1 | 1.8% |
| 86.48 | 1 | 1.8% |
| 89.47 | 1 | 1.8% |
| 84.16 | 1 | 1.8% |
| 88.43 | 1 | 1.8% |
| 87.74 | 1 | 1.8% |
| 87.21 | 1 | 1.8% |
| 84.54 | 1 | 1.8% |
| Other values (31) | 31 | |
| (Missing) | 14 |
| Value | Count | Frequency (%) |
| 77.08 | 1 | |
| 81.03 | 1 | |
| 81.89 | 1 | |
| 82.17 | 1 | |
| 83.77 | 1 | |
| 84.05 | 1 | |
| 84.16 | 1 | |
| 84.43 | 1 | |
| 84.54 | 1 | |
| 85.05 | 1 |
| Value | Count | Frequency (%) |
| 96.2 | 1 | |
| 93.56 | 1 | |
| 93.39 | 1 | |
| 93.35 | 1 | |
| 93.23 | 1 | |
| 92.07 | 1 | |
| 91.05 | 1 | |
| 90.42 | 1 | |
| 89.78 | 1 | |
| 89.57 | 1 |
| Distinct | 42 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 14 |
| Missing (%) | 25.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 91.59987675 |
| Minimum | 78.23470411 |
|---|---|
| Maximum | 98.17158931 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 576.0 B |
Quantile statistics
| Minimum | 78.23470411 |
|---|---|
| 5-th percentile | 84.2258906 |
| Q1 | 90.25370832 |
| median | 91.80815914 |
| Q3 | 94.59567142 |
| 95-th percentile | 96.39278025 |
| Maximum | 98.17158931 |
| Range | 19.9368852 |
| Interquartile range (IQR) | 4.3419631 |
Descriptive statistics
| Standard deviation | 3.971634268 |
|---|---|
| Coefficient of variation (CV) | 0.04335851104 |
| Kurtosis | 2.482145407 |
| Mean | 91.59987675 |
| Median Absolute Deviation (MAD) | 1.884034441 |
| Skewness | -1.186582767 |
| Sum | 3847.194824 |
| Variance | 15.77387876 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 93.42915813 | 1 | 1.8% |
| 97.70808198 | 1 | 1.8% |
| 87.91469195 | 1 | 1.8% |
| 90.44740025 | 1 | 1.8% |
| 95.37166895 | 1 | 1.8% |
| 90.20021071 | 1 | 1.8% |
| 91.35559919 | 1 | 1.8% |
| 92.89340106 | 1 | 1.8% |
| 90.41420112 | 1 | 1.8% |
| 88.93241922 | 1 | 1.8% |
| Other values (32) | 32 | |
| (Missing) | 14 |
| Value | Count | Frequency (%) |
| 78.23470411 | 1 | |
| 82.21574342 | 1 | |
| 84.1761827 | 1 | |
| 85.17034067 | 1 | |
| 87.91469195 | 1 | |
| 88.93241922 | 1 | |
| 89.017341 | 1 | |
| 89.25459824 | 1 | |
| 89.92248062 | 1 | |
| 89.92576878 | 1 |
| Value | Count | Frequency (%) |
| 98.17158931 | 1 | |
| 97.70808198 | 1 | |
| 96.40449433 | 1 | |
| 96.17021279 | 1 | |
| 95.76271181 | 1 | |
| 95.58638088 | 1 | |
| 95.37166895 | 1 | |
| 95.14563106 | 1 | |
| 95.12459373 | 1 | |
| 95.09433963 | 1 |
| Distinct | 35 |
|---|---|
| Distinct (%) | 83.3% |
| Missing | 14 |
| Missing (%) | 25.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.7692857143 |
| Minimum | 0.15 |
|---|---|
| Maximum | 1.27 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 576.0 B |
Quantile statistics
| Minimum | 0.15 |
|---|---|
| 5-th percentile | 0.401 |
| Q1 | 0.5325 |
| median | 0.8 |
| Q3 | 0.965 |
| 95-th percentile | 1.1695 |
| Maximum | 1.27 |
| Range | 1.12 |
| Interquartile range (IQR) | 0.4325 |
Descriptive statistics
| Standard deviation | 0.2839047664 |
|---|---|
| Coefficient of variation (CV) | 0.3690498356 |
| Kurtosis | -0.6600838039 |
| Mean | 0.7692857143 |
| Median Absolute Deviation (MAD) | 0.23 |
| Skewness | -0.282510395 |
| Sum | 32.31 |
| Variance | 0.08060191638 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.79 | 3 | 5.4% |
| 0.81 | 3 | 5.4% |
| 0.42 | 2 | 3.6% |
| 1.12 | 2 | 3.6% |
| 1.17 | 2 | 3.6% |
| 0.47 | 1 | 1.8% |
| 0.17 | 1 | 1.8% |
| 0.54 | 1 | 1.8% |
| 0.87 | 1 | 1.8% |
| 0.15 | 1 | 1.8% |
| Other values (25) | 25 | |
| (Missing) | 14 |
| Value | Count | Frequency (%) |
| 0.15 | 1 | |
| 0.17 | 1 | |
| 0.4 | 1 | |
| 0.42 | 2 | |
| 0.43 | 1 | |
| 0.44 | 1 | |
| 0.45 | 1 | |
| 0.46 | 1 | |
| 0.47 | 1 | |
| 0.53 | 1 |
| Value | Count | Frequency (%) |
| 1.27 | 1 | |
| 1.17 | 2 | |
| 1.16 | 1 | |
| 1.13 | 1 | |
| 1.12 | 2 | |
| 1.09 | 1 | |
| 1.03 | 1 | |
| 0.98 | 1 | |
| 0.97 | 1 | |
| 0.95 | 1 |
| Distinct | 42 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 14 |
| Missing (%) | 25.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.53571429 |
| Minimum | 5.63 |
|---|---|
| Maximum | 31.11 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 576.0 B |
Quantile statistics
| Minimum | 5.63 |
|---|---|
| 5-th percentile | 7.7395 |
| Q1 | 16.46 |
| median | 19.095 |
| Q3 | 21.4575 |
| 95-th percentile | 25.203 |
| Maximum | 31.11 |
| Range | 25.48 |
| Interquartile range (IQR) | 4.9975 |
Descriptive statistics
| Standard deviation | 5.083536863 |
|---|---|
| Coefficient of variation (CV) | 0.274256324 |
| Kurtosis | 1.23741906 |
| Mean | 18.53571429 |
| Median Absolute Deviation (MAD) | 2.595 |
| Skewness | -0.5775905269 |
| Sum | 778.5 |
| Variance | 25.84234704 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 19.56 | 1 | 1.8% |
| 31.11 | 1 | 1.8% |
| 14.02 | 1 | 1.8% |
| 20.05 | 1 | 1.8% |
| 24.12 | 1 | 1.8% |
| 22.2 | 1 | 1.8% |
| 6.02 | 1 | 1.8% |
| 16.39 | 1 | 1.8% |
| 13.61 | 1 | 1.8% |
| 19.16 | 1 | 1.8% |
| Other values (32) | 32 | |
| (Missing) | 14 |
| Value | Count | Frequency (%) |
| 5.63 | 1 | |
| 6.02 | 1 | |
| 7.54 | 1 | |
| 11.53 | 1 | |
| 12.05 | 1 | |
| 13.61 | 1 | |
| 14.02 | 1 | |
| 14.29 | 1 | |
| 16.1 | 1 | |
| 16.39 | 1 |
| Value | Count | Frequency (%) |
| 31.11 | 1 | |
| 25.68 | 1 | |
| 25.26 | 1 | |
| 24.12 | 1 | |
| 23.71 | 1 | |
| 23.54 | 1 | |
| 23.01 | 1 | |
| 22.91 | 1 | |
| 22.2 | 1 | |
| 21.71 | 1 |
| Distinct | 42 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 14 |
| Missing (%) | 25.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.66809524 |
| Minimum | 19.95 |
|---|---|
| Maximum | 43.02 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 576.0 B |
Quantile statistics
| Minimum | 19.95 |
|---|---|
| 5-th percentile | 21.155 |
| Q1 | 27.18 |
| median | 31.175 |
| Q3 | 34.7775 |
| 95-th percentile | 39.5125 |
| Maximum | 43.02 |
| Range | 23.07 |
| Interquartile range (IQR) | 7.5975 |
Descriptive statistics
| Standard deviation | 5.732200122 |
|---|---|
| Coefficient of variation (CV) | 0.1869108622 |
| Kurtosis | -0.5834010547 |
| Mean | 30.66809524 |
| Median Absolute Deviation (MAD) | 3.765 |
| Skewness | -0.1583005643 |
| Sum | 1288.06 |
| Variance | 32.85811823 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 33.41 | 1 | 1.8% |
| 32.59 | 1 | 1.8% |
| 33.42 | 1 | 1.8% |
| 28.07 | 1 | 1.8% |
| 23.24 | 1 | 1.8% |
| 34.35 | 1 | 1.8% |
| 27.1 | 1 | 1.8% |
| 19.95 | 1 | 1.8% |
| 37.17 | 1 | 1.8% |
| 36.12 | 1 | 1.8% |
| Other values (32) | 32 | |
| (Missing) | 14 |
| Value | Count | Frequency (%) |
| 19.95 | 1 | |
| 20.67 | 1 | |
| 21.15 | 1 | |
| 21.25 | 1 | |
| 22.1 | 1 | |
| 22.97 | 1 | |
| 23.24 | 1 | |
| 24.01 | 1 | |
| 24.3 | 1 | |
| 27.06 | 1 |
| Value | Count | Frequency (%) |
| 43.02 | 1 | |
| 39.78 | 1 | |
| 39.61 | 1 | |
| 37.66 | 1 | |
| 37.5 | 1 | |
| 37.17 | 1 | |
| 36.12 | 1 | |
| 35.58 | 1 | |
| 35.01 | 1 | |
| 34.95 | 1 |
| Distinct | 42 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 14 |
| Missing (%) | 25.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.91478836 |
| Minimum | 21.74611111 |
|---|---|
| Maximum | 26.46833333 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 576.0 B |
Quantile statistics
| Minimum | 21.74611111 |
|---|---|
| 5-th percentile | 22.71227778 |
| Q1 | 23.41659722 |
| median | 23.74944444 |
| Q3 | 24.36979167 |
| 95-th percentile | 25.96983333 |
| Maximum | 26.46833333 |
| Range | 4.722222223 |
| Interquartile range (IQR) | 0.9531944433 |
Descriptive statistics
| Standard deviation | 0.9677682547 |
|---|---|
| Coefficient of variation (CV) | 0.04046735602 |
| Kurtosis | 1.144249102 |
| Mean | 23.91478836 |
| Median Absolute Deviation (MAD) | 0.3493055517 |
| Skewness | 0.7761990499 |
| Sum | 1004.421111 |
| Variance | 0.9365753947 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 23.41277778 | 1 | 1.8% |
| 26.28 | 1 | 1.8% |
| 24.62722222 | 1 | 1.8% |
| 24.39222222 | 1 | 1.8% |
| 25.99 | 1 | 1.8% |
| 23.4425 | 1 | 1.8% |
| 23.02222222 | 1 | 1.8% |
| 24.80833334 | 1 | 1.8% |
| 24.10361111 | 1 | 1.8% |
| 23.56027778 | 1 | 1.8% |
| Other values (32) | 32 | |
| (Missing) | 14 |
| Value | Count | Frequency (%) |
| 21.74611111 | 1 | |
| 22.52972222 | 1 | |
| 22.70388889 | 1 | |
| 22.87166667 | 1 | |
| 22.94888889 | 1 | |
| 22.99527778 | 1 | |
| 23.00388889 | 1 | |
| 23.02222222 | 1 | |
| 23.405 | 1 | |
| 23.40888889 | 1 |
| Value | Count | Frequency (%) |
| 26.46833333 | 1 | |
| 26.28 | 1 | |
| 25.99 | 1 | |
| 25.58666667 | 1 | |
| 25.03861111 | 1 | |
| 24.80833334 | 1 | |
| 24.71194444 | 1 | |
| 24.64083333 | 1 | |
| 24.62722222 | 1 | |
| 24.49833334 | 1 |
| Distinct | 42 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 14 |
| Missing (%) | 25.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.52728836 |
| Minimum | 6.884722222 |
|---|---|
| Maximum | 9.631111111 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 576.0 B |
Quantile statistics
| Minimum | 6.884722222 |
|---|---|
| 5-th percentile | 6.986236111 |
| Q1 | 7.250138889 |
| median | 7.3625 |
| Q3 | 7.587291667 |
| 95-th percentile | 8.371347223 |
| Maximum | 9.631111111 |
| Range | 2.746388889 |
| Interquartile range (IQR) | 0.3371527775 |
Descriptive statistics
| Standard deviation | 0.5463621989 |
|---|---|
| Coefficient of variation (CV) | 0.07258419936 |
| Kurtosis | 5.92041869 |
| Mean | 7.52728836 |
| Median Absolute Deviation (MAD) | 0.18875 |
| Skewness | 2.230070842 |
| Sum | 316.1461111 |
| Variance | 0.2985116524 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7.529444445 | 1 | 1.8% |
| 9.188333333 | 1 | 1.8% |
| 7.660555556 | 1 | 1.8% |
| 7.283888889 | 1 | 1.8% |
| 7.931666667 | 1 | 1.8% |
| 7.350833333 | 1 | 1.8% |
| 7.505555556 | 1 | 1.8% |
| 7.375 | 1 | 1.8% |
| 7.145277778 | 1 | 1.8% |
| 8.068611111 | 1 | 1.8% |
| Other values (32) | 32 | |
| (Missing) | 14 |
| Value | Count | Frequency (%) |
| 6.884722222 | 1 | |
| 6.941666667 | 1 | |
| 6.98 | 1 | |
| 7.104722222 | 1 | |
| 7.106666667 | 1 | |
| 7.119722222 | 1 | |
| 7.129444444 | 1 | |
| 7.145277778 | 1 | |
| 7.169166667 | 1 | |
| 7.178333333 | 1 |
| Value | Count | Frequency (%) |
| 9.631111111 | 1 | |
| 9.188333333 | 1 | |
| 8.376666667 | 1 | |
| 8.270277778 | 1 | |
| 8.155277778 | 1 | |
| 8.068611111 | 1 | |
| 7.931666667 | 1 | |
| 7.759722222 | 1 | |
| 7.739166667 | 1 | |
| 7.660555556 | 1 |
| Distinct | 42 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 14 |
| Missing (%) | 25.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 456.75 |
| Minimum | 306.5 |
|---|---|
| Maximum | 587.4999999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 576.0 B |
Quantile statistics
| Minimum | 306.5 |
|---|---|
| 5-th percentile | 358.3750002 |
| Q1 | 423.6250002 |
| median | 460.2499999 |
| Q3 | 486.8749999 |
| 95-th percentile | 516.4000001 |
| Maximum | 587.4999999 |
| Range | 280.9999998 |
| Interquartile range (IQR) | 63.24999969 |
Descriptive statistics
| Standard deviation | 53.40003768 |
|---|---|
| Coefficient of variation (CV) | 0.1169130546 |
| Kurtosis | 1.094304445 |
| Mean | 456.75 |
| Median Absolute Deviation (MAD) | 34.00000013 |
| Skewness | -0.3266015679 |
| Sum | 19183.5 |
| Variance | 2851.564024 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 486.9999999 | 1 | 1.8% |
| 414.5000002 | 1 | 1.8% |
| 422 | 1 | 1.8% |
| 413.4999999 | 1 | 1.8% |
| 356.5000002 | 1 | 1.8% |
| 474.5000002 | 1 | 1.8% |
| 509.0000002 | 1 | 1.8% |
| 393.9999998 | 1 | 1.8% |
| 422.5000003 | 1 | 1.8% |
| 510.4999999 | 1 | 1.8% |
| Other values (32) | 32 | |
| (Missing) | 14 |
| Value | Count | Frequency (%) |
| 306.5 | 1 | |
| 355.5 | 1 | |
| 356.5000002 | 1 | |
| 393.9999998 | 1 | |
| 396.4999998 | 1 | |
| 397.5 | 1 | |
| 412 | 1 | |
| 413.4999999 | 1 | |
| 414.5000002 | 1 | |
| 422 | 1 |
| Value | Count | Frequency (%) |
| 587.4999999 | 1 | |
| 563 | 1 | |
| 516.5000001 | 1 | |
| 514.5000001 | 1 | |
| 510.4999999 | 1 | |
| 509.0000002 | 1 | |
| 499.9999999 | 1 | |
| 499 | 1 | |
| 498.5 | 1 | |
| 495.0000001 | 1 |
| Distinct | 42 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 14 |
| Missing (%) | 25.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.130257937 |
| Minimum | 3.604166669 |
|---|---|
| Maximum | 5.734166665 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 576.0 B |
Quantile statistics
| Minimum | 3.604166669 |
|---|---|
| 5-th percentile | 3.652916668 |
| Q1 | 3.828263888 |
| median | 4.035416668 |
| Q3 | 4.251041666 |
| 95-th percentile | 4.957583332 |
| Maximum | 5.734166665 |
| Range | 2.129999996 |
| Interquartile range (IQR) | 0.4227777785 |
Descriptive statistics
| Standard deviation | 0.4366779209 |
|---|---|
| Coefficient of variation (CV) | 0.1057265497 |
| Kurtosis | 3.465545474 |
| Mean | 4.130257937 |
| Median Absolute Deviation (MAD) | 0.2145833337 |
| Skewness | 1.6634974 |
| Sum | 173.4708333 |
| Variance | 0.1906876066 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4.058333332 | 1 | 1.8% |
| 5.734166665 | 1 | 1.8% |
| 4.14388889 | 1 | 1.8% |
| 3.838055556 | 1 | 1.8% |
| 4.960833332 | 1 | 1.8% |
| 3.954166668 | 1 | 1.8% |
| 4.241666668 | 1 | 1.8% |
| 4.091666668 | 1 | 1.8% |
| 3.624444442 | 1 | 1.8% |
| 4.254166665 | 1 | 1.8% |
| Other values (32) | 32 | |
| (Missing) | 14 |
| Value | Count | Frequency (%) |
| 3.604166669 | 1 | |
| 3.624444442 | 1 | |
| 3.650000001 | 1 | |
| 3.708333335 | 1 | |
| 3.735833334 | 1 | |
| 3.741666665 | 1 | |
| 3.7625 | 1 | |
| 3.802500002 | 1 | |
| 3.808055558 | 1 | |
| 3.808333334 | 1 |
| Value | Count | Frequency (%) |
| 5.734166665 | 1 | |
| 5.0225 | 1 | |
| 4.960833332 | 1 | |
| 4.895833332 | 1 | |
| 4.691666667 | 1 | |
| 4.596944446 | 1 | |
| 4.549166667 | 1 | |
| 4.491111111 | 1 | |
| 4.304166668 | 1 | |
| 4.287500001 | 1 |
| Distinct | 7 |
|---|---|
| Distinct (%) | 12.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 540.0 B |
| Monday | |
|---|---|
| Tuesday | |
| Wednesday | |
| Thursday | |
| Friday | |
| Other values (2) |
Length
| Max length | 9 |
|---|---|
| Median length | 7 |
| Mean length | 7.142857143 |
| Min length | 6 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Saturday |
|---|---|
| 2nd row | Sunday |
| 3rd row | Monday |
| 4th row | Tuesday |
| 5th row | Wednesday |
Common Values
| Value | Count | Frequency (%) |
| Monday | 8 | |
| Tuesday | 8 | |
| Wednesday | 8 | |
| Thursday | 8 | |
| Friday | 8 | |
| Saturday | 8 | |
| Sunday | 8 |
Length
Pie chart
| Value | Count | Frequency (%) |
| monday | 8 | |
| tuesday | 8 | |
| wednesday | 8 | |
| thursday | 8 | |
| friday | 8 | |
| saturday | 8 | |
| sunday | 8 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 2 |
|---|---|
| Distinct (%) | 3.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2857142857 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 40 |
| Zeros (%) | 71.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 352.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.4558423058 |
|---|---|
| Coefficient of variation (CV) | 1.59544807 |
| Kurtosis | -1.089622642 |
| Mean | 0.2857142857 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.974996043 |
| Sum | 16 |
| Variance | 0.2077922078 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 40 | |
| 1 | 16 | 28.6% |
| Value | Count | Frequency (%) |
| 0 | 40 | |
| 1 | 16 | 28.6% |
| Value | Count | Frequency (%) |
| 1 | 16 | 28.6% |
| 0 | 40 |
| Distinct | 47 |
|---|---|
| Distinct (%) | 94.0% |
| Missing | 6 |
| Missing (%) | 10.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.401845315 |
| Minimum | 0.1422780931 |
|---|---|
| Maximum | 0.889335217 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 576.0 B |
Quantile statistics
| Minimum | 0.1422780931 |
|---|---|
| 5-th percentile | 0.150398591 |
| Q1 | 0.2214734754 |
| median | 0.4097403968 |
| Q3 | 0.5070227014 |
| 95-th percentile | 0.7547294699 |
| Maximum | 0.889335217 |
| Range | 0.7470571239 |
| Interquartile range (IQR) | 0.2855492259 |
Descriptive statistics
| Standard deviation | 0.2003516365 |
|---|---|
| Coefficient of variation (CV) | 0.4985790031 |
| Kurtosis | -0.5694264946 |
| Mean | 0.401845315 |
| Median Absolute Deviation (MAD) | 0.170072649 |
| Skewness | 0.5913074966 |
| Sum | 20.09226575 |
| Variance | 0.04014077826 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.2410098835 | 2 | 3.6% |
| 0.1422780931 | 2 | 3.6% |
| 0.6276847889 | 2 | 3.6% |
| 0.2363535192 | 1 | 1.8% |
| 0.2694293095 | 1 | 1.8% |
| 0.5551159829 | 1 | 1.8% |
| 0.4315840992 | 1 | 1.8% |
| 0.4056674368 | 1 | 1.8% |
| 0.3720452169 | 1 | 1.8% |
| 0.4234215074 | 1 | 1.8% |
| Other values (37) | 37 | |
| (Missing) | 6 | 10.7% |
| Value | Count | Frequency (%) |
| 0.1422780931 | 2 | |
| 0.1431499162 | 1 | |
| 0.1592580824 | 1 | |
| 0.1760484467 | 1 | |
| 0.193029042 | 1 | |
| 0.1951032501 | 1 | |
| 0.1954804748 | 1 | |
| 0.1978179588 | 1 | |
| 0.2035790877 | 1 | |
| 0.2043111741 | 1 |
| Value | Count | Frequency (%) |
| 0.889335217 | 1 | |
| 0.7730704916 | 1 | |
| 0.7560584805 | 1 | |
| 0.7531051236 | 1 | |
| 0.7321257184 | 1 | |
| 0.7313078384 | 1 | |
| 0.7112970825 | 1 | |
| 0.6276847889 | 2 | |
| 0.5765785497 | 1 | |
| 0.5551159829 | 1 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| df_index | Date | Bedtime | SOL | TST | WASO | Waketime | TIB | NOA | LSD | DSD | REMSD | ARR | SS | MS | BS | SE | SMI | AI | REMP | SWSP | Onset | Offset | TSDP | Midpoint | Day | IsWeekend | SleepRegularity | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 2022-10-01 | 23.062778 | 21.0 | 455.0 | 32.0 | 7.529444 | 508.0 | 6.0 | 214.0 | 152.0 | 89.0 | 13.86 | 92.0 | 87.0 | 92.0 | 89.57 | 93.429158 | 0.79 | 19.56 | 33.41 | 23.412778 | 7.529444 | 487.0 | 4.058333 | Saturday | 1 | NaN |
| 1 | 1 | 2022-10-02 | 22.387222 | 19.0 | 461.0 | 50.0 | 7.312222 | 535.0 | 9.0 | 252.0 | 112.0 | 96.0 | 13.82 | 92.0 | 94.0 | 83.0 | 86.17 | 89.254598 | 1.17 | 20.82 | 24.30 | 22.703889 | 7.312222 | 516.5 | 4.304167 | Sunday | 1 | NaN |
| 2 | 2 | 2022-10-03 | 22.571667 | 18.0 | 447.0 | 31.0 | 6.980000 | 504.0 | 6.0 | 246.0 | 95.0 | 106.0 | 14.11 | 91.0 | 91.0 | 79.0 | 88.69 | 91.880781 | 0.81 | 23.71 | 21.25 | 22.871667 | 6.980000 | 486.5 | 4.054167 | Monday | 0 | 0.143150 |
| 3 | 3 | 2022-10-04 | 22.734722 | 51.0 | 411.0 | 22.0 | 6.884722 | 489.0 | 3.0 | 253.0 | 126.0 | 31.0 | 14.15 | 79.0 | 53.0 | 87.0 | 84.05 | 93.835616 | 0.44 | 7.54 | 30.66 | 23.584722 | 6.884722 | 438.0 | 3.650000 | Tuesday | 0 | 0.270951 |
| 4 | 4 | 2022-10-05 | 24.507500 | 8.0 | 378.0 | 18.0 | 7.265833 | 404.0 | 6.0 | 185.0 | 118.0 | 74.0 | 14.85 | 85.0 | 83.0 | 85.0 | 93.56 | 95.094340 | 0.95 | 19.58 | 31.22 | 24.640833 | 7.265833 | 397.5 | 3.953333 | Wednesday | 0 | 0.236354 |
| 5 | 5 | 2022-10-06 | 22.279722 | 15.0 | 423.0 | 91.0 | 7.104722 | 522.0 | 4.0 | 220.0 | 116.0 | 87.0 | 13.95 | 81.0 | 82.0 | 84.0 | 81.03 | 82.215743 | 0.57 | 20.57 | 27.42 | 22.529722 | 7.104722 | 514.5 | 4.287500 | Thursday | 0 | 0.241010 |
| 6 | 42 | 2022-10-07 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Friday | 0 | 0.241010 |
| 7 | 43 | 2022-10-08 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Saturday | 1 | 0.269429 |
| 8 | 6 | 2022-10-09 | 23.134722 | 33.0 | 443.0 | 38.0 | 7.759722 | 517.0 | 6.0 | 206.0 | 141.0 | 96.0 | 14.31 | 90.0 | 89.0 | 90.0 | 85.69 | 91.434469 | 0.81 | 21.67 | 31.83 | 23.684722 | 7.759722 | 484.5 | 4.037500 | Sunday | 1 | 0.230007 |
| 9 | 7 | 2022-10-10 | 23.724167 | 13.0 | 421.0 | 36.0 | 7.590833 | 471.0 | 6.0 | 192.0 | 147.0 | 81.0 | 14.24 | 88.0 | 80.0 | 91.0 | 89.38 | 91.721133 | 0.86 | 19.24 | 34.92 | 23.940833 | 7.590833 | 459.0 | 3.825000 | Monday | 0 | 0.238326 |
Last rows
| df_index | Date | Bedtime | SOL | TST | WASO | Waketime | TIB | NOA | LSD | DSD | REMSD | ARR | SS | MS | BS | SE | SMI | AI | REMP | SWSP | Onset | Offset | TSDP | Midpoint | Day | IsWeekend | SleepRegularity | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 46 | 34 | 2022-11-16 | 22.642222 | 46.0 | 444.0 | 39.0 | 7.475556 | 530.0 | 4.0 | 227.0 | 102.0 | 114.0 | 13.84 | 85.0 | 92.0 | 81.0 | 83.77 | 91.735537 | 0.54 | 25.68 | 22.97 | 23.408889 | 7.475556 | 484.0 | 4.033333 | Wednesday | 0 | 0.756058 |
| 47 | 54 | 2022-11-17 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Thursday | 0 | 0.773070 |
| 48 | 55 | 2022-11-18 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Friday | 0 | 0.889335 |
| 49 | 35 | 2022-11-19 | 24.670000 | 55.0 | 349.0 | 5.0 | 7.511667 | 409.0 | 1.0 | 163.0 | 113.0 | 72.0 | 15.19 | 77.0 | 86.0 | 84.0 | 85.33 | 98.171589 | 0.17 | 20.63 | 32.38 | 25.586667 | 7.511667 | 355.5 | 4.549167 | Saturday | 1 | 0.301023 |
| 50 | 36 | 2022-11-20 | 23.522778 | 19.0 | 565.0 | 20.0 | 9.631111 | 606.0 | 4.0 | 230.0 | 201.0 | 133.0 | 14.07 | 96.0 | 99.0 | 98.0 | 93.23 | 96.170213 | 0.42 | 23.54 | 35.58 | 23.839444 | 9.631111 | 587.5 | 4.895833 | Sunday | 1 | 0.438619 |
| 51 | 37 | 2022-11-21 | 24.331667 | 10.0 | 379.0 | 14.0 | 7.106667 | 406.0 | 3.0 | 191.0 | 118.0 | 69.0 | 13.57 | 83.0 | 76.0 | 85.0 | 93.35 | 95.586381 | 0.47 | 18.21 | 31.13 | 24.498333 | 7.106667 | 396.5 | 3.802500 | Monday | 0 | 0.470843 |
| 52 | 38 | 2022-11-22 | 23.394444 | 12.0 | 452.0 | 18.0 | 7.461111 | 484.0 | 3.0 | 232.0 | 133.0 | 86.0 | 14.38 | 93.0 | 87.0 | 88.0 | 93.39 | 95.762712 | 0.40 | 19.03 | 29.42 | 23.594444 | 7.461111 | 472.0 | 3.933333 | Tuesday | 0 | 0.462013 |
| 53 | 39 | 2022-11-23 | 23.156944 | 41.0 | 429.0 | 15.0 | 7.256944 | 486.0 | 3.0 | 251.0 | 103.0 | 75.0 | 13.76 | 85.0 | 78.0 | 81.0 | 88.27 | 96.404494 | 0.42 | 17.48 | 24.01 | 23.840278 | 7.256944 | 445.0 | 3.708333 | Wednesday | 0 | 0.518290 |
| 54 | 40 | 2022-11-24 | 23.758056 | 20.0 | 410.0 | 34.0 | 7.524722 | 466.0 | 8.0 | 229.0 | 115.0 | 66.0 | 14.40 | 87.0 | 80.0 | 84.0 | 87.98 | 91.928251 | 1.17 | 16.10 | 28.05 | 24.091389 | 7.524722 | 446.0 | 3.808056 | Thursday | 0 | 0.487533 |
| 55 | 41 | 2022-11-25 | 23.215833 | 18.0 | 424.0 | 46.0 | 7.374167 | 489.0 | 5.0 | 187.0 | 159.0 | 78.0 | 13.82 | 88.0 | 84.0 | 93.0 | 86.71 | 89.925769 | 0.71 | 18.40 | 37.50 | 23.515833 | 7.374167 | 471.5 | 3.929167 | Friday | 0 | 0.450635 |